run-atom-workload

run-atom-workload is an MLOps & model serving skill for AI agents, published by ROCm in the ATOM repository on GitHub. Skillspace rates run-atom-workload F (45/100) and the safety scan rated it risky; the rating is based on static analysis only.

Run any ATOM workload — accuracy eval (GSM8K via lm_eval), performance benchmark, concurrency sweep, offline simple_inference, or fault repro under rocm-debug-agent. Use when the user asks to "test accuracy", "测精度", "跑 GSM8K", "跑 benchmark", "test performance", "run sweep", "repro the fault", "测一下 MTP1 精度", "跑 simple_inference" — anything that drives an ATOM workload. Encodes the canonical flow (stop → start → workload-in-bg → wait_infer_drain → stop) and the model-family env vars. Same pattern works for both server-based workloads (lm_eval / benchmark client) and offline simple_inference. Do NOT use for profiling traces (use capture-trace).

Grade
F
Quality
45 / 100
Safety
Risky
GitHub stars
137

Unproven: rated by static analysis only, not yet compared head-to-head.

Our two independent classifiers differ on this skill's category, so treat the placement as provisional.

This rating describes the version of the repository we crawled; it may have changed since.

View source on GitHubROCm/ATOM

Our review

Architecture
89 / 100
Maturity
Basic: a single SKILL.md
Security scan
High-risk patterns
License
MIT
Adoption
Adopted by 0 other repositories, in 0 collections

What the scanner flagged

  • dynamic code execution (eval/exec)
  • mentions secrets in text

Not checked yet

  • Not judged on the rubric yet (not a contender in its category)
  • No blind task eval yet
  • Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
  • Sibling files (scripts, references) not fetched; security scan covers SKILL.md only

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